YData Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	14
Number of observations	250
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	27.5 KiB
Average record size in memory	112.5 B

Variable types

Numeric	14

Alerts

`bu` is highly overall correlated with `hemo` and 1 other fields	High correlation
`hemo` is highly overall correlated with `bu` and 2 other fields	High correlation
`pcv` is highly overall correlated with `hemo` and 1 other fields	High correlation
`rbcc` is highly overall correlated with `hemo` and 1 other fields	High correlation
`sc` is highly overall correlated with `bu`	High correlation
`al` has 54 (21.6%) zeros	Zeros
`su` has 145 (58.0%) zeros	Zeros

Reproduction

Analysis started	2025-07-18 11:42:33.720020
Analysis finished	2025-07-18 11:42:55.134496
Duration	21.41 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

age
Real number (ℝ)

Distinct	70
Distinct (%)	28.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.443468

Minimum	2
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	2
5-th percentile	14.45
Q1	48
median	59
Q3	65
95-th percentile	75
Maximum	90
Range	88
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	17.115776
Coefficient of variation (CV)	0.31437704
Kurtosis	1.3570694
Mean	54.443468
Median Absolute Deviation (MAD)	9
Skewness	-1.1704609
Sum	13610.867
Variance	292.9498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	15	6.0%
65	15	6.0%
48	9	3.6%
54	9	3.6%
50	9	3.6%
62	8	3.2%
59	8	3.2%
51.483376	8	3.2%
61	7	2.8%
45	7	2.8%
Other values (60)	155	62.0%

Value	Count	Frequency (%)
2	1	0.4%
3	1	0.4%
4	1	0.4%
5	2	0.8%
6	1	0.4%
7	1	0.4%
8	3	1.2%
11	1	0.4%
12	1	0.4%
14	1	0.4%

Value	Count	Frequency (%)
90	1	0.4%
83	1	0.4%
82	1	0.4%
81	1	0.4%
80	2	0.8%
78	1	0.4%
76	5	2.0%
75	3	1.2%
74	2	0.8%
73	6	2.4%

bp
Real number (ℝ)

Distinct	11
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.498763

Minimum	50
Maximum	180
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	50
5-th percentile	60
Q1	70
median	80
Q3	90
95-th percentile	100
Maximum	180
Range	130
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	14.937872
Coefficient of variation (CV)	0.18790069
Kurtosis	8.0281742
Mean	79.498763
Median Absolute Deviation (MAD)	10
Skewness	1.5548208
Sum	19874.691
Variance	223.14002
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
70	74	29.6%
90	53	21.2%
80	51	20.4%
60	26	10.4%
100	25	10.0%
76.46907	10	4.0%
50	5	2.0%
110	3	1.2%
140	1	0.4%
180	1	0.4%

Value	Count	Frequency (%)
50	5	2.0%
60	26	10.4%
70	74	29.6%
76.46907	10	4.0%
80	51	20.4%
90	53	21.2%
100	25	10.0%
110	3	1.2%
120	1	0.4%
140	1	0.4%

Value	Count	Frequency (%)
180	1	0.4%
140	1	0.4%
120	1	0.4%
110	3	1.2%
100	25	10.0%
90	53	21.2%
80	51	20.4%
76.46907	10	4.0%
70	74	29.6%
60	26	10.4%

sg
Real number (ℝ)

Distinct	6
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0145045

Minimum	1.005
Maximum	1.025
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	1.005
5-th percentile	1.01
Q1	1.01
median	1.015
Q3	1.0174079
95-th percentile	1.02
Maximum	1.025
Range	0.02
Interquartile range (IQR)	0.0074079

Descriptive statistics

Standard deviation	0.004416627
Coefficient of variation (CV)	0.0043534818
Kurtosis	-0.2638112
Mean	1.0145045
Median Absolute Deviation (MAD)	0.005
Skewness	0.24489547
Sum	253.62613
Variance	1.9506594 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1.01	84	33.6%
1.015	75	30.0%
1.0174079	42	16.8%
1.02	31	12.4%
1.025	11	4.4%
1.005	7	2.8%

Value	Count	Frequency (%)
1.005	7	2.8%
1.01	84	33.6%
1.015	75	30.0%
1.0174079	42	16.8%
1.02	31	12.4%
1.025	11	4.4%

Value	Count	Frequency (%)
1.025	11	4.4%
1.02	31	12.4%
1.0174079	42	16.8%
1.015	75	30.0%
1.01	84	33.6%
1.005	7	2.8%

al
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6067797

Minimum	0
Maximum	5
Zeros	54
Zeros (%)	21.6%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1.0169492
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2815753
Coefficient of variation (CV)	0.79760489
Kurtosis	-0.81938494
Mean	1.6067797
Median Absolute Deviation (MAD)	0.9830508
Skewness	0.47062543
Sum	401.69492
Variance	1.6424353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	54	21.6%
1	44	17.6%
2	43	17.2%
3	43	17.2%
1.0169492	41	16.4%
4	24	9.6%
5	1	0.4%

Value	Count	Frequency (%)
0	54	21.6%
1	44	17.6%
1.0169492	41	16.4%
2	43	17.2%
3	43	17.2%
4	24	9.6%
5	1	0.4%

Value	Count	Frequency (%)
5	1	0.4%
4	24	9.6%
3	43	17.2%
2	43	17.2%
1.0169492	41	16.4%
1	44	17.6%
0	54	21.6%

su
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.71122507

Minimum	0
Maximum	5
Zeros	145
Zeros (%)	58.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.45014244
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	0.45014244

Descriptive statistics

Standard deviation	1.2295808
Coefficient of variation (CV)	1.7288209
Kurtosis	2.3757468
Mean	0.71122507
Median Absolute Deviation (MAD)	0
Skewness	1.8573098
Sum	177.80627
Variance	1.5118689
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	145	58.0%
0.45014244	44	17.6%
2	18	7.2%
3	14	5.6%
4	13	5.2%
1	13	5.2%
5	3	1.2%

Value	Count	Frequency (%)
0	145	58.0%
0.45014244	44	17.6%
1	13	5.2%
2	18	7.2%
3	14	5.6%
4	13	5.2%
5	3	1.2%

Value	Count	Frequency (%)
5	3	1.2%
4	13	5.2%
3	14	5.6%
2	18	7.2%
1	13	5.2%
0.45014244	44	17.6%
0	145	58.0%

bgr
Real number (ℝ)

Distinct	136
Distinct (%)	54.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	171.25755

Minimum	22
Maximum	490
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	22
5-th percentile	84.9
Q1	111.25
median	148.03651
Q3	210
95-th percentile	356.4
Maximum	490
Range	468
Interquartile range (IQR)	98.75

Descriptive statistics

Standard deviation	85.335639
Coefficient of variation (CV)	0.49828833
Kurtosis	2.4617847
Mean	171.25755
Median Absolute Deviation (MAD)	42.53651
Skewness	1.5621174
Sum	42814.387
Variance	7282.1713
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
148.03651	38	15.2%
93	5	2.0%
92	4	1.6%
99	4	1.6%
107	4	1.6%
103	3	1.2%
214	3	1.2%
172	3	1.2%
104	3	1.2%
76	3	1.2%
Other values (126)	180	72.0%

Value	Count	Frequency (%)
22	1	0.4%
70	2	0.8%
74	2	0.8%
76	3	1.2%
78	2	0.8%
79	1	0.4%
80	1	0.4%
84	1	0.4%
86	1	0.4%
88	1	0.4%

Value	Count	Frequency (%)
490	2	0.8%
463	1	0.4%
447	1	0.4%
425	1	0.4%
424	2	0.8%
423	1	0.4%
415	1	0.4%
410	1	0.4%
380	1	0.4%
360	2	0.8%

bu
Real number (ℝ)

High correlation

Distinct	118
Distinct (%)	47.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.610937

Minimum	1.5
Maximum	391
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	1.5
5-th percentile	18.45
Q1	32
median	55
Q3	89.75
95-th percentile	183.3
Maximum	391
Range	389.5
Interquartile range (IQR)	57.75

Descriptive statistics

Standard deviation	57.134411
Coefficient of variation (CV)	0.79784476
Kurtosis	6.0373674
Mean	71.610937
Median Absolute Deviation (MAD)	25.5
Skewness	2.0951284
Sum	17902.734
Variance	3264.341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57.42572	13	5.2%
19	6	2.4%
40	6	2.4%
46	5	2.0%
53	5	2.0%
66	5	2.0%
32	5	2.0%
20	5	2.0%
55	5	2.0%
28	5	2.0%
Other values (108)	190	76.0%

Value	Count	Frequency (%)
1.5	1	0.4%
15	4	1.6%
16	3	1.2%
17	2	0.8%
18	3	1.2%
19	6	2.4%
20	5	2.0%
21	1	0.4%
22	2	0.8%
23	3	1.2%

Value	Count	Frequency (%)
391	1	0.4%
322	1	0.4%
309	1	0.4%
241	1	0.4%
235	1	0.4%
223	1	0.4%
219	1	0.4%
217	1	0.4%
215	1	0.4%
208	1	0.4%

sc
Real number (ℝ)

High correlation

Distinct	84
Distinct (%)	33.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3504778

Minimum	0.5
Maximum	76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	0.5
5-th percentile	0.8
Q1	1.5
median	2.45
Q3	4.25
95-th percentile	13.455
Maximum	76
Range	75.5
Interquartile range (IQR)	2.75

Descriptive statistics

Standard deviation	6.7868252
Coefficient of variation (CV)	1.5600183
Kurtosis	57.028713
Mean	4.3504778
Median Absolute Deviation (MAD)	1.15
Skewness	6.4379674
Sum	1087.6195
Variance	46.060996
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.0724542	12	4.8%
1.2	10	4.0%
2.2	10	4.0%
1	9	3.6%
1.5	9	3.6%
1.7	9	3.6%
1.3	8	3.2%
1.6	8	3.2%
1.4	7	2.8%
2.5	7	2.8%
Other values (74)	161	64.4%

Value	Count	Frequency (%)
0.5	1	0.4%
0.6	3	1.2%
0.7	4	1.6%
0.8	6	2.4%
0.9	6	2.4%
1	9	3.6%
1.1	6	2.4%
1.2	10	4.0%
1.3	8	3.2%
1.4	7	2.8%

Value	Count	Frequency (%)
76	1	0.4%
48.1	1	0.4%
32	1	0.4%
24	1	0.4%
18.1	1	0.4%
18	1	0.4%
16.9	1	0.4%
16.4	1	0.4%
15.2	1	0.4%
15	1	0.4%

sod
Real number (ℝ)

Distinct	33
Distinct (%)	13.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	135.09143

Minimum	4.5
Maximum	163
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	4.5
5-th percentile	124
Q1	134
median	137.52875
Q3	137.52875
95-th percentile	142
Maximum	163
Range	158.5
Interquartile range (IQR)	3.52875

Descriptive statistics

Standard deviation	10.299631
Coefficient of variation (CV)	0.076241925
Kurtosis	104.49287
Mean	135.09143
Median Absolute Deviation (MAD)	1.52875
Skewness	-8.5418153
Sum	33772.857
Variance	106.08239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
137.52875	82	32.8%
135	16	6.4%
138	14	5.6%
136	14	5.6%
137	12	4.8%
140	12	4.8%
141	11	4.4%
139	10	4.0%
132	10	4.0%
131	9	3.6%
Other values (23)	60	24.0%

Value	Count	Frequency (%)
4.5	1	0.4%
104	1	0.4%
111	1	0.4%
113	2	0.8%
114	2	0.8%
115	1	0.4%
120	2	0.8%
122	2	0.8%
124	3	1.2%
125	2	0.8%

Value	Count	Frequency (%)
163	1	0.4%
147	1	0.4%
146	2	0.8%
145	2	0.8%
143	1	0.4%
142	8	3.2%
141	11	4.4%
140	12	4.8%
139	10	4.0%
138	14	5.6%

pot
Real number (ℝ)

Distinct	41
Distinct (%)	16.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.7950448

Minimum	2.5
Maximum	47
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	2.5
5-th percentile	3.345
Q1	4.1
median	4.6272435
Q3	4.6272435
95-th percentile	5.8
Maximum	47
Range	44.5
Interquartile range (IQR)	0.5272435

Descriptive statistics

Standard deviation	3.5305215
Coefficient of variation (CV)	0.7362854
Kurtosis	117.23616
Mean	4.7950448
Median Absolute Deviation (MAD)	0.3272435
Skewness	10.589433
Sum	1198.7612
Variance	12.464582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
4.6272435	83	33.2%
4	11	4.4%
4.2	11	4.4%
4.9	10	4.0%
3.8	10	4.0%
4.4	9	3.6%
4.3	9	3.6%
4.1	9	3.6%
4.7	7	2.8%
3.7	6	2.4%
Other values (31)	85	34.0%

Value	Count	Frequency (%)
2.5	2	0.8%
2.7	1	0.4%
2.8	1	0.4%
2.9	3	1.2%
3	2	0.8%
3.2	3	1.2%
3.3	1	0.4%
3.4	5	2.0%
3.5	6	2.4%
3.6	2	0.8%

Value	Count	Frequency (%)
47	1	0.4%
39	1	0.4%
7.6	1	0.4%
6.6	1	0.4%
6.5	2	0.8%
6.4	1	0.4%
6.3	3	1.2%
5.9	2	0.8%
5.8	2	0.8%
5.7	4	1.6%

hemo
Real number (ℝ)

High correlation

Distinct	84
Distinct (%)	33.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.993264

Minimum	3.1
Maximum	16.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	3.1
5-th percentile	7.19
Q1	9.8
median	11.3
Q3	12.526437
95-th percentile	13.855
Maximum	16.1
Range	13
Interquartile range (IQR)	2.726437

Descriptive statistics

Standard deviation	2.1040973
Coefficient of variation (CV)	0.19139877
Kurtosis	0.69580201
Mean	10.993264
Median Absolute Deviation (MAD)	1.226437
Skewness	-0.66427027
Sum	2748.3161
Variance	4.4272254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.526437	46	18.4%
10.9	8	3.2%
11.1	7	2.8%
9.8	7	2.8%
12	6	2.4%
11.3	6	2.4%
10.3	6	2.4%
12.6	5	2.0%
9.7	5	2.0%
10	5	2.0%
Other values (74)	149	59.6%

Value	Count	Frequency (%)
3.1	1	0.4%
4.8	1	0.4%
5.5	1	0.4%
5.6	1	0.4%
5.8	1	0.4%
6	2	0.8%
6.1	1	0.4%
6.2	1	0.4%
6.3	1	0.4%
6.6	1	0.4%

Value	Count	Frequency (%)
16.1	1	0.4%
15.6	1	0.4%
15.4	1	0.4%
15.2	1	0.4%
15	4	1.6%
14.3	2	0.8%
14.1	1	0.4%
14	1	0.4%
13.9	1	0.4%
13.8	1	0.4%

pcv
Real number (ℝ)

High correlation

Distinct	38
Distinct (%)	15.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.533046

Minimum	9
Maximum	52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	9
5-th percentile	22.45
Q1	30
median	36
Q3	38.8845
95-th percentile	43
Maximum	52
Range	43
Interquartile range (IQR)	8.8845

Descriptive statistics

Standard deviation	6.7041539
Coefficient of variation (CV)	0.19413735
Kurtosis	1.0404918
Mean	34.533046
Median Absolute Deviation (MAD)	3
Skewness	-0.71892093
Sum	8633.2615
Variance	44.94568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
38.8845	67	26.8%
28	12	4.8%
32	12	4.8%
36	12	4.8%
33	12	4.8%
34	11	4.4%
37	11	4.4%
30	9	3.6%
29	9	3.6%
35	9	3.6%
Other values (28)	86	34.4%

Value	Count	Frequency (%)
9	1	0.4%
14	1	0.4%
15	1	0.4%
16	1	0.4%
17	1	0.4%
18	1	0.4%
19	2	0.8%
20	1	0.4%
21	1	0.4%
22	3	1.2%

Value	Count	Frequency (%)
52	3	1.2%
48	1	0.4%
47	1	0.4%
46	1	0.4%
45	1	0.4%
44	5	2.0%
43	2	0.8%
42	4	1.6%
41	6	2.4%
40	8	3.2%

wbcc
Real number (ℝ)

Distinct	82
Distinct (%)	32.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8806.8243

Minimum	2200
Maximum	26400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	2200
5-th percentile	4945
Q1	7900
median	8406.122
Q3	9575
95-th percentile	13420
Maximum	26400
Range	24200
Interquartile range (IQR)	1675

Descriptive statistics

Standard deviation	2797.9749
Coefficient of variation (CV)	0.31770531
Kurtosis	8.6809843
Mean	8806.8243
Median Absolute Deviation (MAD)	793.878
Skewness	1.9745987
Sum	2201706.1
Variance	7828663.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8406.122	99	39.6%
9800	9	3.6%
6900	6	2.4%
9600	6	2.4%
9200	5	2.0%
10200	4	1.6%
5000	3	1.2%
5800	3	1.2%
7000	3	1.2%
7900	3	1.2%
Other values (72)	109	43.6%

Value	Count	Frequency (%)
2200	1	0.4%
2600	1	0.4%
3800	2	0.8%
4100	1	0.4%
4200	3	1.2%
4300	2	0.8%
4500	1	0.4%
4700	1	0.4%
4900	1	0.4%
5000	3	1.2%

Value	Count	Frequency (%)
26400	1	0.4%
21600	1	0.4%
19100	1	0.4%
18900	1	0.4%
16700	1	0.4%
16300	1	0.4%
15700	1	0.4%
15200	2	0.8%
14900	1	0.4%
14600	2	0.8%

rbcc
Real number (ℝ)

High correlation

Distinct	36
Distinct (%)	14.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3232878

Minimum	2.1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 KiB

Quantile statistics

Minimum	2.1
5-th percentile	2.9
Q1	3.9
median	4.707435
Q3	4.707435
95-th percentile	4.955
Maximum	8
Range	5.9
Interquartile range (IQR)	0.807435

Descriptive statistics

Standard deviation	0.72227559
Coefficient of variation (CV)	0.16706628
Kurtosis	3.0016
Mean	4.3232878
Median Absolute Deviation (MAD)	0.007435
Skewness	-0.43454996
Sum	1080.8219
Variance	0.52168203
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
4.707435	124	49.6%
3.9	10	4.0%
3.4	9	3.6%
3.7	8	3.2%
3.8	7	2.8%
4.2	6	2.4%
4.3	6	2.4%
4.6	6	2.4%
4	6	2.4%
4.1	5	2.0%
Other values (26)	63	25.2%

Value	Count	Frequency (%)
2.1	2	0.8%
2.3	1	0.4%
2.4	1	0.4%
2.5	2	0.8%
2.6	2	0.8%
2.7	2	0.8%
2.8	2	0.8%
2.9	2	0.8%
3	3	1.2%
3.1	2	0.8%

Value	Count	Frequency (%)
8	1	0.4%
6.1	1	0.4%
6	1	0.4%
5.6	1	0.4%
5.4	1	0.4%
5.2	5	2.0%
5	3	1.2%
4.9	3	1.2%
4.8	2	0.8%
4.707435	124	49.6%

	age	al	bgr	bp	bu	hemo	pcv	pot	rbcc	sc	sg	sod	su	wbcc
age	1.000	0.001	0.155	0.059	0.160	-0.004	-0.068	0.150	-0.092	0.155	-0.003	-0.030	0.245	0.082
al	0.001	1.000	0.098	-0.003	0.322	-0.290	-0.211	0.103	-0.197	0.273	-0.019	-0.279	0.127	0.052
bgr	0.155	0.098	1.000	0.079	0.005	0.019	0.041	0.015	0.028	0.006	-0.108	-0.076	0.499	0.092
bp	0.059	-0.003	0.079	1.000	0.132	-0.117	-0.092	0.106	-0.087	0.158	0.001	0.075	0.113	-0.030
bu	0.160	0.322	0.005	0.132	1.000	-0.516	-0.462	0.243	-0.374	0.823	-0.027	-0.324	0.126	-0.003
hemo	-0.004	-0.290	0.019	-0.117	-0.516	1.000	0.829	-0.131	0.523	-0.423	0.050	0.229	0.008	0.085
pcv	-0.068	-0.211	0.041	-0.092	-0.462	0.829	1.000	-0.117	0.608	-0.390	0.136	0.241	0.019	-0.012
pot	0.150	0.103	0.015	0.106	0.243	-0.131	-0.117	1.000	-0.032	0.197	0.056	-0.004	0.041	-0.162
rbcc	-0.092	-0.197	0.028	-0.087	-0.374	0.523	0.608	-0.032	1.000	-0.342	0.148	0.186	-0.003	-0.032
sc	0.155	0.273	0.006	0.158	0.823	-0.423	-0.390	0.197	-0.342	1.000	-0.043	-0.266	0.157	-0.024
sg	-0.003	-0.019	-0.108	0.001	-0.027	0.050	0.136	0.056	0.148	-0.043	1.000	0.098	0.043	-0.139
sod	-0.030	-0.279	-0.076	0.075	-0.324	0.229	0.241	-0.004	0.186	-0.266	0.098	1.000	-0.018	-0.000
su	0.245	0.127	0.499	0.113	0.126	0.008	0.019	0.041	-0.003	0.157	0.043	-0.018	1.000	0.146
wbcc	0.082	0.052	0.092	-0.030	-0.003	0.085	-0.012	-0.162	-0.032	-0.024	-0.139	-0.000	0.146	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	age	bp	sg	al	su	bgr	bu	sc	sod	pot	hemo	pcv	wbcc	rbcc
0	48.0	80.00000	1.020	1.0	0.0	121.00000	36.0	1.2	137.52875	4.627243	15.4	44.0	7800.000	5.200000
1	7.0	50.00000	1.020	4.0	0.0	148.03651	18.0	0.8	137.52875	4.627243	11.3	38.0	6000.000	4.707435
2	62.0	80.00000	1.010	2.0	3.0	423.00000	53.0	1.8	137.52875	4.627243	9.6	31.0	7500.000	4.707435
3	48.0	70.00000	1.005	4.0	0.0	117.00000	56.0	3.8	111.00000	2.500000	11.2	32.0	6700.000	3.900000
4	51.0	80.00000	1.010	2.0	0.0	106.00000	26.0	1.4	137.52875	4.627243	11.6	35.0	7300.000	4.600000
5	60.0	90.00000	1.015	3.0	0.0	74.00000	25.0	1.1	142.00000	3.200000	12.2	39.0	7800.000	4.400000
6	68.0	70.00000	1.010	0.0	0.0	100.00000	54.0	24.0	104.00000	4.000000	12.4	36.0	8406.122	4.707435
7	24.0	76.46907	1.015	2.0	4.0	410.00000	31.0	1.1	137.52875	4.627243	12.4	44.0	6900.000	5.000000
8	52.0	100.00000	1.015	3.0	0.0	138.00000	60.0	1.9	137.52875	4.627243	10.8	33.0	9600.000	4.000000
9	53.0	90.00000	1.020	2.0	0.0	70.00000	107.0	7.2	114.00000	3.700000	9.5	29.0	12100.000	3.700000

	age	bp	sg	al	su	bgr	bu	sc	sod	pot	hemo	pcv	wbcc	rbcc
240	65.0	70.0	1.015000	1.000000	0.000000	203.0	46.0	1.4	137.52875	4.627243	11.400000	36.0000	5000.000	4.100000
241	57.0	70.0	1.015000	1.000000	0.000000	165.0	45.0	1.5	140.00000	3.300000	10.400000	31.0000	4200.000	3.900000
242	69.0	70.0	1.010000	4.000000	3.000000	214.0	96.0	6.3	120.00000	3.900000	9.400000	28.0000	11500.000	3.300000
243	62.0	90.0	1.020000	2.000000	1.000000	169.0	48.0	2.4	138.00000	2.900000	13.400000	47.0000	11000.000	6.100000
244	64.0	90.0	1.015000	3.000000	2.000000	463.0	64.0	2.8	135.00000	4.100000	12.200000	40.0000	9800.000	4.600000
245	48.0	100.0	1.017408	1.016949	0.450142	103.0	79.0	5.3	135.00000	6.300000	6.300000	19.0000	7200.000	2.600000
246	48.0	110.0	1.015000	3.000000	0.000000	106.0	215.0	15.2	120.00000	5.700000	8.600000	26.0000	5000.000	2.500000
247	54.0	90.0	1.025000	1.000000	0.000000	150.0	18.0	1.2	140.00000	4.200000	12.526437	38.8845	8406.122	4.707435
248	59.0	70.0	1.010000	1.000000	3.000000	424.0	55.0	1.7	138.00000	4.500000	12.600000	37.0000	10200.000	4.100000
249	56.0	90.0	1.010000	4.000000	1.000000	176.0	309.0	13.3	124.00000	6.500000	3.100000	9.0000	5400.000	2.100000

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample